This report covers the results of data analysis on two datasets. Specifically, the report examines whether there is a significant difference in overall ability or wage between left-footed and right-footed football players using visual and statistical comparisons. The report also includes an interpretation of whether players with higher abilities tend to get paid more, using a linear regression model. Finally, the report explores which factors have the strongest impact on a player's overall ability, using a multiple regression analysis.

Data Sets

Difference Analysis in Overall Ability or Wage for Each Group

Analysis on the Relationship between Abilities and Wage: Regression using linear model

Factors with Strongest Impact overall ability -Multi regression after converting quantitative variables to number format, only with relevant variables.

Conclusion The analysis shows a meaningful difference in overall ability between left-footed and right-footed players, with no significant difference in weekly wage. The results suggest a positive relationship between a player's weekly wage and their overall ability, with "Reactions" and "Potential" having the strongest impact on overall ability.